create app.py boilerplate
Browse files
app.py
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import gradio as gr
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import os
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import tempfile
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import zipfile
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from your_adain_module import run_adain # Your actual AdaIN implementation
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def process_adain_api(files, style_strength=1.0):
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'''API endpoint for AdaIN processing.'''
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if not files:
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return None, "No files uploaded"
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# Create temporary directories
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temp_dir = tempfile.mkdtemp()
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input_dir = os.path.join(temp_dir, "input")
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output_dir = os.path.join(temp_dir, "output")
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os.makedirs(input_dir, exist_ok=True)
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os.makedirs(output_dir, exist_ok=True)
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# Save uploaded files
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for file in files:
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if file is not None:
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shutil.copy(file.name, input_dir)
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try:
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# Your internal style images path
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style_images_path = "path/to/your/style/images"
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# Run AdaIN
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result_path = run_adain(input_dir, style_images_path, output_dir, style_strength)
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# Create zip file
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zip_path = os.path.join(temp_dir, "style_transfer_results.zip")
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with zipfile.ZipFile(zip_path, 'w') as zipf:
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for file in os.listdir(result_path):
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if file.lower().endswith(('.jpg', '.jpeg', '.png')):
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zipf.write(os.path.join(result_path, file), file)
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return zip_path, f"Style transfer completed with strength {style_strength}"
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except Exception as e:
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return None, f"Error: {str(e)}"
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# Create interface with API endpoint
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with gr.Blocks() as adain_demo:
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gr.Markdown("# AdaIN Style Transfer Service")
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with gr.Row():
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with gr.Column():
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files_input = gr.File(label="Upload Images", file_count="multiple", file_types=["image"])
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strength_input = gr.Slider(0.0, 2.0, 1.0, step=0.1, label="Style Strength")
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process_btn = gr.Button("Process", variant="primary")
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with gr.Column():
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download_output = gr.File(label="Download Results")
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status_output = gr.Textbox(label="Status", interactive=False)
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process_btn.click(
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fn=process_adain_api,
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inputs=[files_input, strength_input],
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outputs=[download_output, status_output],
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api_name="adain_process" # This creates the API endpoint
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)
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adain_demo.launch()
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